Dataset statistics
| Number of variables | 27 |
|---|---|
| Number of observations | 2183 |
| Missing cells | 18864 |
| Missing cells (%) | 32.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 527.1 KiB |
| Average record size in memory | 247.3 B |
Variable types
| Numeric | 7 |
|---|---|
| Categorical | 14 |
| Boolean | 4 |
| Unsupported | 2 |
isic_id has a high cardinality: 2183 distinct values | High cardinality |
lesion_id has a high cardinality: 2083 distinct values | High cardinality |
patient_id has a high cardinality: 699 distinct values | High cardinality |
benign_malignant is highly imbalanced (62.0%) | Imbalance |
image_type is highly imbalanced (72.0%) | Imbalance |
mel_ulcer is highly imbalanced (83.1%) | Imbalance |
acquisition_day has 1362 (62.4%) missing values | Missing |
anatom_site_general has 77 (3.5%) missing values | Missing |
clin_size_long_diam_mm has 1523 (69.8%) missing values | Missing |
dermoscopic_type has 189 (8.7%) missing values | Missing |
diagnosis has 809 (37.1%) missing values | Missing |
diagnosis_confirm_type has 393 (18.0%) missing values | Missing |
mel_class has 2088 (95.6%) missing values | Missing |
mel_thick_mm has 2137 (97.9%) missing values | Missing |
mel_type has 2183 (100.0%) missing values | Missing |
mel_ulcer has 2143 (98.2%) missing values | Missing |
melanocytic has 1582 (72.5%) missing values | Missing |
nevus_type has 2175 (99.6%) missing values | Missing |
mel_mitotic_index has 2183 (100.0%) missing values | Missing |
isic_id is uniformly distributed | Uniform |
lesion_id is uniformly distributed | Uniform |
isic_id has unique values | Unique |
mel_type is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
mel_mitotic_index is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Reproduction
| Analysis started | 2023-08-15 12:01:22.249893 |
|---|---|
| Analysis finished | 2023-08-15 12:01:28.432131 |
| Duration | 6.18 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
Unnamed: 0
Real number (ℝ)
| Distinct | 1282 |
|---|---|
| Distinct (%) | 58.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 561.87403 |
| Minimum | 0 |
|---|---|
| Maximum | 1281 |
| Zeros | 2 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 54.1 |
| Q1 | 272.5 |
| median | 545 |
| Q3 | 818 |
| 95-th percentile | 1171.9 |
| Maximum | 1281 |
| Range | 1281 |
| Interquartile range (IQR) | 545.5 |
Descriptive statistics
| Standard deviation | 342.34981 |
|---|---|
| Coefficient of variation (CV) | 0.60929994 |
| Kurtosis | -0.93031299 |
| Mean | 561.87403 |
| Median Absolute Deviation (MAD) | 273 |
| Skewness | 0.23231174 |
| Sum | 1226571 |
| Variance | 117203.39 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2 | 0.1% |
| 564 | 2 | 0.1% |
| 594 | 2 | 0.1% |
| 595 | 2 | 0.1% |
| 596 | 2 | 0.1% |
| 597 | 2 | 0.1% |
| 598 | 2 | 0.1% |
| 599 | 2 | 0.1% |
| 600 | 2 | 0.1% |
| 601 | 2 | 0.1% |
| Other values (1272) | 2163 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 1 | 2 | |
| 2 | 2 | |
| 3 | 2 | |
| 4 | 2 | |
| 5 | 2 | |
| 6 | 2 | |
| 7 | 2 | |
| 8 | 2 | |
| 9 | 2 |
| Value | Count | Frequency (%) |
| 1281 | 1 | |
| 1280 | 1 | |
| 1279 | 1 | |
| 1278 | 1 | |
| 1277 | 1 | |
| 1276 | 1 | |
| 1275 | 1 | |
| 1274 | 1 | |
| 1273 | 1 | |
| 1272 | 1 |
isic_id
Categorical
HIGH CARDINALITY  UNIFORM  UNIQUE 
| Distinct | 2183 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.1 KiB |
| ISIC_3079785 | 1 |
|---|---|
| ISIC_7428306 | 1 |
| ISIC_5905688 | 1 |
| ISIC_9186977 | 1 |
| ISIC_7316506 | 1 |
| Other values (2178) |
Length
| Max length | 12 |
|---|---|
| Median length | 12 |
| Mean length | 12 |
| Min length | 12 |
Characters and Unicode
| Total characters | 26196 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 2183 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | ISIC_3079785 |
|---|---|
| 2nd row | ISIC_2107859 |
| 3rd row | ISIC_3443621 |
| 4th row | ISIC_2368449 |
| 5th row | ISIC_0094098 |
Common Values
| Value | Count | Frequency (%) |
| ISIC_3079785 | 1 | < 0.1% |
| ISIC_7428306 | 1 | < 0.1% |
| ISIC_5905688 | 1 | < 0.1% |
| ISIC_9186977 | 1 | < 0.1% |
| ISIC_7316506 | 1 | < 0.1% |
| ISIC_3567510 | 1 | < 0.1% |
| ISIC_7246266 | 1 | < 0.1% |
| ISIC_4511704 | 1 | < 0.1% |
| ISIC_7549843 | 1 | < 0.1% |
| ISIC_9500805 | 1 | < 0.1% |
| Other values (2173) | 2173 |
Length
| Value | Count | Frequency (%) |
| isic_3079785 | 1 | < 0.1% |
| isic_4326975 | 1 | < 0.1% |
| isic_0942544 | 1 | < 0.1% |
| isic_6168031 | 1 | < 0.1% |
| isic_3550047 | 1 | < 0.1% |
| isic_1714551 | 1 | < 0.1% |
| isic_1497097 | 1 | < 0.1% |
| isic_5911355 | 1 | < 0.1% |
| isic_8793798 | 1 | < 0.1% |
| isic_3983413 | 1 | < 0.1% |
| Other values (2173) | 2173 |
Most occurring characters
| Value | Count | Frequency (%) |
| I | 4366 | |
| S | 2183 | 8.3% |
| C | 2183 | 8.3% |
| _ | 2183 | 8.3% |
| 7 | 1568 | 6.0% |
| 5 | 1568 | 6.0% |
| 6 | 1560 | 6.0% |
| 8 | 1556 | 5.9% |
| 0 | 1552 | 5.9% |
| 3 | 1537 | 5.9% |
| Other values (4) | 5940 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 15281 | |
| Uppercase Letter | 8732 | |
| Connector Punctuation | 2183 | 8.3% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 7 | 1568 | |
| 5 | 1568 | |
| 6 | 1560 | |
| 8 | 1556 | |
| 0 | 1552 | |
| 3 | 1537 | |
| 1 | 1533 | |
| 4 | 1503 | |
| 9 | 1493 | |
| 2 | 1411 |
Uppercase Letter
| Value | Count | Frequency (%) |
| I | 4366 | |
| S | 2183 | |
| C | 2183 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 2183 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 17464 | |
| Latin | 8732 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| _ | 2183 | |
| 7 | 1568 | |
| 5 | 1568 | |
| 6 | 1560 | |
| 8 | 1556 | |
| 0 | 1552 | |
| 3 | 1537 | |
| 1 | 1533 | |
| 4 | 1503 | |
| 9 | 1493 |
Latin
| Value | Count | Frequency (%) |
| I | 4366 | |
| S | 2183 | |
| C | 2183 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 26196 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| I | 4366 | |
| S | 2183 | 8.3% |
| C | 2183 | 8.3% |
| _ | 2183 | 8.3% |
| 7 | 1568 | 6.0% |
| 5 | 1568 | 6.0% |
| 6 | 1560 | 6.0% |
| 8 | 1556 | 5.9% |
| 0 | 1552 | 5.9% |
| 3 | 1537 | 5.9% |
| Other values (4) | 5940 |
attribution
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.1 KiB |
| The University of Queensland Diamantina Institute, The University of Queensland, Dermatology Research Centre | |
|---|---|
| Hospital Italiano de Buenos Aires | |
| Memorial Sloan Kettering Cancer Center |
Length
| Max length | 108 |
|---|---|
| Median length | 38 |
| Mean length | 62.583142 |
| Min length | 33 |
Characters and Unicode
| Total characters | 136619 |
|---|---|
| Distinct characters | 34 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Hospital Italiano de Buenos Aires |
|---|---|
| 2nd row | Hospital Italiano de Buenos Aires |
| 3rd row | Hospital Italiano de Buenos Aires |
| 4th row | Hospital Italiano de Buenos Aires |
| 5th row | Hospital Italiano de Buenos Aires |
Common Values
| Value | Count | Frequency (%) |
| The University of Queensland Diamantina Institute, The University of Queensland, Dermatology Research Centre | 821 | |
| Hospital Italiano de Buenos Aires | 761 | |
| Memorial Sloan Kettering Cancer Center | 601 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| the | 1642 | 9.4% |
| of | 1642 | 9.4% |
| queensland | 1642 | 9.4% |
| university | 1642 | 9.4% |
| diamantina | 821 | 4.7% |
| institute | 821 | 4.7% |
| dermatology | 821 | 4.7% |
| research | 821 | 4.7% |
| centre | 821 | 4.7% |
| buenos | 761 | 4.4% |
| Other values (9) | 6049 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 17383 | |
| 15300 | ||
| n | 12136 | 8.9% |
| t | 9893 | 7.2% |
| a | 9833 | 7.2% |
| i | 9232 | 6.8% |
| r | 7270 | 5.3% |
| s | 7209 | 5.3% |
| o | 6769 | 5.0% |
| l | 5187 | 3.8% |
| Other values (24) | 36407 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 104597 | |
| Space Separator | 15300 | 11.2% |
| Uppercase Letter | 15080 | 11.0% |
| Other Punctuation | 1642 | 1.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 17383 | |
| n | 12136 | |
| t | 9893 | |
| a | 9833 | |
| i | 9232 | |
| r | 7270 | |
| s | 7209 | |
| o | 6769 | 6.5% |
| l | 5187 | 5.0% |
| u | 3224 | 3.1% |
| Other values (9) | 16461 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 2023 | |
| D | 1642 | |
| T | 1642 | |
| Q | 1642 | |
| U | 1642 | |
| I | 1582 | |
| R | 821 | |
| H | 761 | 5.0% |
| B | 761 | 5.0% |
| A | 761 | 5.0% |
| Other values (3) | 1803 |
Space Separator
| Value | Count | Frequency (%) |
| 15300 |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 1642 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 119677 | |
| Common | 16942 | 12.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 17383 | |
| n | 12136 | 10.1% |
| t | 9893 | 8.3% |
| a | 9833 | 8.2% |
| i | 9232 | 7.7% |
| r | 7270 | 6.1% |
| s | 7209 | 6.0% |
| o | 6769 | 5.7% |
| l | 5187 | 4.3% |
| u | 3224 | 2.7% |
| Other values (22) | 31541 |
Common
| Value | Count | Frequency (%) |
| 15300 | ||
| , | 1642 | 9.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 136619 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 17383 | |
| 15300 | ||
| n | 12136 | 8.9% |
| t | 9893 | 7.2% |
| a | 9833 | 7.2% |
| i | 9232 | 6.8% |
| r | 7270 | 5.3% |
| s | 7209 | 5.3% |
| o | 6769 | 5.0% |
| l | 5187 | 3.8% |
| Other values (24) | 36407 |
copyright_license
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.1 KiB |
| CC-BY | |
|---|---|
| CC-BY-NC | |
| CC-0 |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 5.7704993 |
| Min length | 4 |
Characters and Unicode
| Total characters | 12597 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | CC-BY-NC |
|---|---|
| 2nd row | CC-BY-NC |
| 3rd row | CC-BY-NC |
| 4th row | CC-BY-NC |
| 5th row | CC-BY-NC |
Common Values
| Value | Count | Frequency (%) |
| CC-BY | 821 | |
| CC-BY-NC | 761 | |
| CC-0 | 601 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| cc-by | 821 | |
| cc-by-nc | 761 | |
| cc-0 | 601 |
Most occurring characters
| Value | Count | Frequency (%) |
| C | 5127 | |
| - | 2944 | |
| B | 1582 | 12.6% |
| Y | 1582 | 12.6% |
| N | 761 | 6.0% |
| 0 | 601 | 4.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 9052 | |
| Dash Punctuation | 2944 | 23.4% |
| Decimal Number | 601 | 4.8% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 5127 | |
| B | 1582 | 17.5% |
| Y | 1582 | 17.5% |
| N | 761 | 8.4% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 2944 |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 601 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 9052 | |
| Common | 3545 | 28.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| C | 5127 | |
| B | 1582 | 17.5% |
| Y | 1582 | 17.5% |
| N | 761 | 8.4% |
Common
| Value | Count | Frequency (%) |
| - | 2944 | |
| 0 | 601 | 17.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12597 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| C | 5127 | |
| - | 2944 | |
| B | 1582 | 12.6% |
| Y | 1582 | 12.6% |
| N | 761 | 6.0% |
| 0 | 601 | 4.8% |
acquisition_day
Real number (ℝ)
| Distinct | 25 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 1362 |
| Missing (%) | 62.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 107.42509 |
| Minimum | 1 |
|---|---|
| Maximum | 1017 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 138 |
| 95-th percentile | 638 |
| Maximum | 1017 |
| Range | 1016 |
| Interquartile range (IQR) | 137 |
Descriptive statistics
| Standard deviation | 215.44389 |
|---|---|
| Coefficient of variation (CV) | 2.0055267 |
| Kurtosis | 4.8639441 |
| Mean | 107.42509 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.2794308 |
| Sum | 88196 |
| Variance | 46416.072 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 600 | |
| 348 | 36 | 1.6% |
| 478 | 36 | 1.6% |
| 180 | 26 | 1.2% |
| 638 | 18 | 0.8% |
| 799 | 16 | 0.7% |
| 221 | 13 | 0.6% |
| 92 | 11 | 0.5% |
| 1017 | 11 | 0.5% |
| 138 | 8 | 0.4% |
| Other values (15) | 46 | 2.1% |
| (Missing) | 1362 |
| Value | Count | Frequency (%) |
| 1 | 600 | |
| 92 | 11 | 0.5% |
| 121 | 1 | < 0.1% |
| 128 | 1 | < 0.1% |
| 138 | 8 | 0.4% |
| 148 | 4 | 0.2% |
| 162 | 7 | 0.3% |
| 169 | 1 | < 0.1% |
| 180 | 26 | 1.2% |
| 213 | 6 | 0.3% |
| Value | Count | Frequency (%) |
| 1017 | 11 | 0.5% |
| 799 | 16 | |
| 672 | 1 | < 0.1% |
| 666 | 1 | < 0.1% |
| 638 | 18 | |
| 478 | 36 | |
| 465 | 2 | 0.1% |
| 463 | 3 | 0.1% |
| 352 | 4 | 0.2% |
| 348 | 36 |
age_approx
Real number (ℝ)
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.694915 |
| Minimum | 20 |
|---|---|
| Maximum | 85 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.1 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 25 |
| Q1 | 35 |
| median | 50 |
| Q3 | 65 |
| 95-th percentile | 75 |
| Maximum | 85 |
| Range | 65 |
| Interquartile range (IQR) | 30 |
Descriptive statistics
| Standard deviation | 16.566932 |
|---|---|
| Coefficient of variation (CV) | 0.32047509 |
| Kurtosis | -1.0741166 |
| Mean | 51.694915 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | 0.022696038 |
| Sum | 112850 |
| Variance | 274.46325 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 35 | 280 | |
| 50 | 250 | |
| 65 | 232 | |
| 55 | 205 | |
| 70 | 191 | |
| 30 | 181 | |
| 75 | 171 | |
| 40 | 171 | |
| 60 | 142 | |
| 45 | 130 | |
| Other values (4) | 230 |
| Value | Count | Frequency (%) |
| 20 | 49 | 2.2% |
| 25 | 77 | 3.5% |
| 30 | 181 | |
| 35 | 280 | |
| 40 | 171 | |
| 45 | 130 | |
| 50 | 250 | |
| 55 | 205 | |
| 60 | 142 | |
| 65 | 232 |
| Value | Count | Frequency (%) |
| 85 | 27 | 1.2% |
| 80 | 77 | 3.5% |
| 75 | 171 | |
| 70 | 191 | |
| 65 | 232 | |
| 60 | 142 | |
| 55 | 205 | |
| 50 | 250 | |
| 45 | 130 | |
| 40 | 171 |
anatom_site_general
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 77 |
| Missing (%) | 3.5% |
| Memory size | 34.1 KiB |
| posterior torso | |
|---|---|
| lower extremity | |
| anterior torso | |
| upper extremity | |
| head/neck | |
| Other values (3) |
Length
| Max length | 15 |
|---|---|
| Median length | 15 |
| Mean length | 14.094492 |
| Min length | 9 |
Characters and Unicode
| Total characters | 29683 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | lower extremity |
|---|---|
| 2nd row | head/neck |
| 3rd row | head/neck |
| 4th row | head/neck |
| 5th row | posterior torso |
Common Values
| Value | Count | Frequency (%) |
| posterior torso | 633 | |
| lower extremity | 419 | |
| anterior torso | 375 | |
| upper extremity | 372 | |
| head/neck | 220 | 10.1% |
| lateral torso | 65 | 3.0% |
| palms/soles | 16 | 0.7% |
| oral/genital | 6 | 0.3% |
| (Missing) | 77 | 3.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| torso | 1073 | |
| extremity | 791 | |
| posterior | 633 | |
| lower | 419 | 10.6% |
| anterior | 375 | 9.4% |
| upper | 372 | 9.4% |
| head/neck | 220 | 5.5% |
| lateral | 65 | 1.6% |
| palms/soles | 16 | 0.4% |
| oral/genital | 6 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 4742 | |
| o | 4228 | |
| e | 3908 | |
| t | 3734 | |
| 1864 | 6.3% | |
| i | 1805 | 6.1% |
| s | 1754 | 5.9% |
| p | 1393 | 4.7% |
| m | 807 | 2.7% |
| x | 791 | 2.7% |
| Other values (12) | 4657 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 27577 | |
| Space Separator | 1864 | 6.3% |
| Other Punctuation | 242 | 0.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 4742 | |
| o | 4228 | |
| e | 3908 | |
| t | 3734 | |
| i | 1805 | 6.5% |
| s | 1754 | 6.4% |
| p | 1393 | 5.1% |
| m | 807 | 2.9% |
| x | 791 | 2.9% |
| y | 791 | 2.9% |
| Other values (10) | 3624 |
Space Separator
| Value | Count | Frequency (%) |
| 1864 |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 242 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 27577 | |
| Common | 2106 | 7.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 4742 | |
| o | 4228 | |
| e | 3908 | |
| t | 3734 | |
| i | 1805 | 6.5% |
| s | 1754 | 6.4% |
| p | 1393 | 5.1% |
| m | 807 | 2.9% |
| x | 791 | 2.9% |
| y | 791 | 2.9% |
| Other values (10) | 3624 |
Common
| Value | Count | Frequency (%) |
| 1864 | ||
| / | 242 | 11.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 29683 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 4742 | |
| o | 4228 | |
| e | 3908 | |
| t | 3734 | |
| 1864 | 6.3% | |
| i | 1805 | 6.1% |
| s | 1754 | 5.9% |
| p | 1393 | 4.7% |
| m | 807 | 2.7% |
| x | 791 | 2.7% |
| Other values (12) | 4657 |
benign_malignant
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.1 KiB |
| benign | |
|---|---|
| malignant | |
| indeterminate/benign | 32 |
| indeterminate/malignant | 14 |
Length
| Max length | 23 |
|---|---|
| Median length | 6 |
| Mean length | 6.7498855 |
| Min length | 6 |
Characters and Unicode
| Total characters | 14735 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | benign |
|---|---|
| 2nd row | malignant |
| 3rd row | benign |
| 4th row | malignant |
| 5th row | malignant |
Common Values
| Value | Count | Frequency (%) |
| benign | 1820 | |
| malignant | 317 | 14.5% |
| indeterminate/benign | 32 | 1.5% |
| indeterminate/malignant | 14 | 0.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| benign | 1820 | |
| malignant | 317 | 14.5% |
| indeterminate/benign | 32 | 1.5% |
| indeterminate/malignant | 14 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 4458 | |
| i | 2275 | |
| g | 2183 | |
| e | 1990 | |
| b | 1852 | |
| a | 708 | 4.8% |
| t | 423 | 2.9% |
| m | 377 | 2.6% |
| l | 331 | 2.2% |
| d | 46 | 0.3% |
| Other values (2) | 92 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 14689 | |
| Other Punctuation | 46 | 0.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 4458 | |
| i | 2275 | |
| g | 2183 | |
| e | 1990 | |
| b | 1852 | |
| a | 708 | 4.8% |
| t | 423 | 2.9% |
| m | 377 | 2.6% |
| l | 331 | 2.3% |
| d | 46 | 0.3% |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 46 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 14689 | |
| Common | 46 | 0.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 4458 | |
| i | 2275 | |
| g | 2183 | |
| e | 1990 | |
| b | 1852 | |
| a | 708 | 4.8% |
| t | 423 | 2.9% |
| m | 377 | 2.6% |
| l | 331 | 2.3% |
| d | 46 | 0.3% |
Common
| Value | Count | Frequency (%) |
| / | 46 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 14735 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 4458 | |
| i | 2275 | |
| g | 2183 | |
| e | 1990 | |
| b | 1852 | |
| a | 708 | 4.8% |
| t | 423 | 2.9% |
| m | 377 | 2.6% |
| l | 331 | 2.2% |
| d | 46 | 0.3% |
| Other values (2) | 92 | 0.6% |
clin_size_long_diam_mm
Real number (ℝ)
| Distinct | 133 |
|---|---|
| Distinct (%) | 20.2% |
| Missing | 1523 |
| Missing (%) | 69.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.4613636 |
| Minimum | 1.1 |
|---|---|
| Maximum | 20 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.1 KiB |
Quantile statistics
| Minimum | 1.1 |
|---|---|
| 5-th percentile | 2.7 |
| Q1 | 4.2 |
| median | 5.7 |
| Q3 | 7.9 |
| 95-th percentile | 12.8 |
| Maximum | 20 |
| Range | 18.9 |
| Interquartile range (IQR) | 3.7 |
Descriptive statistics
| Standard deviation | 3.2600038 |
|---|---|
| Coefficient of variation (CV) | 0.50453805 |
| Kurtosis | 2.8071429 |
| Mean | 6.4613636 |
| Median Absolute Deviation (MAD) | 1.7 |
| Skewness | 1.4603568 |
| Sum | 4264.5 |
| Variance | 10.627625 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.1 | 17 | 0.8% |
| 4.8 | 16 | 0.7% |
| 5 | 15 | 0.7% |
| 4.4 | 14 | 0.6% |
| 5.4 | 13 | 0.6% |
| 3.6 | 13 | 0.6% |
| 4.9 | 12 | 0.5% |
| 5.3 | 12 | 0.5% |
| 6.8 | 12 | 0.5% |
| 5.6 | 12 | 0.5% |
| Other values (123) | 524 | 24.0% |
| (Missing) | 1523 |
| Value | Count | Frequency (%) |
| 1.1 | 1 | < 0.1% |
| 1.4 | 2 | |
| 1.5 | 2 | |
| 1.6 | 1 | < 0.1% |
| 1.7 | 1 | < 0.1% |
| 1.8 | 3 | |
| 1.9 | 3 | |
| 2.1 | 3 | |
| 2.2 | 4 | |
| 2.3 | 3 |
| Value | Count | Frequency (%) |
| 20 | 2 | |
| 19.7 | 1 | |
| 19.4 | 1 | |
| 19.1 | 2 | |
| 19 | 1 | |
| 17.9 | 2 | |
| 17.5 | 1 | |
| 17.2 | 2 | |
| 17 | 1 | |
| 16 | 1 |
dermoscopic_type
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 189 |
| Missing (%) | 8.7% |
| Memory size | 34.1 KiB |
| contact polarized | |
|---|---|
| contact non-polarized | |
| non-contact polarized | 46 |
Length
| Max length | 21 |
|---|---|
| Median length | 17 |
| Mean length | 18.769308 |
| Min length | 17 |
Characters and Unicode
| Total characters | 37426 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | contact polarized |
|---|---|
| 2nd row | contact polarized |
| 3rd row | contact polarized |
| 4th row | contact polarized |
| 5th row | contact polarized |
Common Values
| Value | Count | Frequency (%) |
| contact polarized | 1112 | |
| contact non-polarized | 836 | |
| non-contact polarized | 46 | 2.1% |
| (Missing) | 189 | 8.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| contact | 1948 | |
| polarized | 1158 | |
| non-polarized | 836 | |
| non-contact | 46 | 1.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 4870 | |
| c | 3988 | |
| t | 3988 | |
| a | 3988 | |
| n | 3758 | |
| 1994 | 5.3% | |
| p | 1994 | 5.3% |
| l | 1994 | 5.3% |
| r | 1994 | 5.3% |
| i | 1994 | 5.3% |
| Other values (4) | 6864 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 34550 | |
| Space Separator | 1994 | 5.3% |
| Dash Punctuation | 882 | 2.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 4870 | |
| c | 3988 | |
| t | 3988 | |
| a | 3988 | |
| n | 3758 | |
| p | 1994 | |
| l | 1994 | |
| r | 1994 | |
| i | 1994 | |
| z | 1994 | |
| Other values (2) | 3988 |
Space Separator
| Value | Count | Frequency (%) |
| 1994 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 882 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 34550 | |
| Common | 2876 | 7.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 4870 | |
| c | 3988 | |
| t | 3988 | |
| a | 3988 | |
| n | 3758 | |
| p | 1994 | |
| l | 1994 | |
| r | 1994 | |
| i | 1994 | |
| z | 1994 | |
| Other values (2) | 3988 |
Common
| Value | Count | Frequency (%) |
| 1994 | ||
| - | 882 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 37426 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 4870 | |
| c | 3988 | |
| t | 3988 | |
| a | 3988 | |
| n | 3758 | |
| 1994 | 5.3% | |
| p | 1994 | 5.3% |
| l | 1994 | 5.3% |
| r | 1994 | 5.3% |
| i | 1994 | 5.3% |
| Other values (4) | 6864 |
diagnosis
Categorical
| Distinct | 17 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 809 |
| Missing (%) | 37.1% |
| Memory size | 34.1 KiB |
| nevus | |
|---|---|
| melanoma | |
| basal cell carcinoma | |
| seborrheic keratosis | 65 |
| lentigo NOS | 50 |
| Other values (12) |
Length
| Max length | 34 |
|---|---|
| Median length | 5 |
| Mean length | 9.3231441 |
| Min length | 4 |
Characters and Unicode
| Total characters | 12810 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 4 ? |
|---|---|
| Unique (%) | 0.3% |
Sample
| 1st row | nevus |
|---|---|
| 2nd row | melanoma |
| 3rd row | solar lentigo |
| 4th row | melanoma |
| 5th row | melanoma |
Common Values
| Value | Count | Frequency (%) |
| nevus | 788 | |
| melanoma | 205 | 9.4% |
| basal cell carcinoma | 81 | 3.7% |
| seborrheic keratosis | 65 | 3.0% |
| lentigo NOS | 50 | 2.3% |
| squamous cell carcinoma | 45 | 2.1% |
| actinic keratosis | 30 | 1.4% |
| atypical melanocytic proliferation | 28 | 1.3% |
| dermatofibroma | 26 | 1.2% |
| lichenoid keratosis | 23 | 1.1% |
| Other values (7) | 33 | 1.5% |
| (Missing) | 809 |
Length
| Value | Count | Frequency (%) |
| nevus | 788 | |
| melanoma | 205 | 10.9% |
| cell | 127 | 6.7% |
| carcinoma | 126 | 6.7% |
| keratosis | 118 | 6.3% |
| basal | 81 | 4.3% |
| seborrheic | 65 | 3.5% |
| lentigo | 59 | 3.1% |
| nos | 50 | 2.7% |
| squamous | 45 | 2.4% |
| Other values (18) | 218 | 11.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1554 | |
| n | 1308 | |
| s | 1307 | |
| a | 1238 | |
| u | 900 | 7.0% |
| o | 810 | 6.3% |
| v | 808 | 6.3% |
| l | 753 | 5.9% |
| m | 664 | 5.2% |
| c | 634 | 4.9% |
| Other values (16) | 2834 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 12152 | |
| Space Separator | 508 | 4.0% |
| Uppercase Letter | 150 | 1.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 1554 | |
| n | 1308 | |
| s | 1307 | |
| a | 1238 | |
| u | 900 | |
| o | 810 | 6.7% |
| v | 808 | 6.6% |
| l | 753 | 6.2% |
| m | 664 | 5.5% |
| c | 634 | 5.2% |
| Other values (12) | 2176 |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 50 | |
| O | 50 | |
| S | 50 |
Space Separator
| Value | Count | Frequency (%) |
| 508 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 12302 | |
| Common | 508 | 4.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 1554 | |
| n | 1308 | |
| s | 1307 | |
| a | 1238 | |
| u | 900 | 7.3% |
| o | 810 | 6.6% |
| v | 808 | 6.6% |
| l | 753 | 6.1% |
| m | 664 | 5.4% |
| c | 634 | 5.2% |
| Other values (15) | 2326 |
Common
| Value | Count | Frequency (%) |
| 508 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12810 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 1554 | |
| n | 1308 | |
| s | 1307 | |
| a | 1238 | |
| u | 900 | 7.0% |
| o | 810 | 6.3% |
| v | 808 | 6.3% |
| l | 753 | 5.9% |
| m | 664 | 5.2% |
| c | 634 | 4.9% |
| Other values (16) | 2834 |
diagnosis_confirm_type
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 393 |
| Missing (%) | 18.0% |
| Memory size | 34.1 KiB |
| histopathology | |
|---|---|
| serial imaging showing no change | |
| single image expert consensus | 4 |
Length
| Max length | 32 |
|---|---|
| Median length | 14 |
| Mean length | 22.138547 |
| Min length | 14 |
Characters and Unicode
| Total characters | 39628 |
|---|---|
| Distinct characters | 19 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | histopathology |
|---|---|
| 2nd row | histopathology |
| 3rd row | histopathology |
| 4th row | histopathology |
| 5th row | histopathology |
Common Values
| Value | Count | Frequency (%) |
| histopathology | 980 | |
| serial imaging showing no change | 806 | |
| single image expert consensus | 4 | 0.2% |
| (Missing) | 393 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| histopathology | 980 | |
| serial | 806 | |
| imaging | 806 | |
| showing | 806 | |
| no | 806 | |
| change | 806 | |
| single | 4 | 0.1% |
| image | 4 | 0.1% |
| expert | 4 | 0.1% |
| consensus | 4 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 4556 | |
| g | 4212 | |
| i | 4212 | |
| h | 3572 | |
| a | 3402 | |
| 3236 | ||
| n | 3236 | |
| s | 2608 | 6.6% |
| t | 1964 | 5.0% |
| l | 1790 | 4.5% |
| Other values (9) | 6840 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 36392 | |
| Space Separator | 3236 | 8.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 4556 | |
| g | 4212 | |
| i | 4212 | |
| h | 3572 | |
| a | 3402 | |
| n | 3236 | |
| s | 2608 | |
| t | 1964 | 5.4% |
| l | 1790 | 4.9% |
| e | 1632 | 4.5% |
| Other values (8) | 5208 |
Space Separator
| Value | Count | Frequency (%) |
| 3236 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 36392 | |
| Common | 3236 | 8.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 4556 | |
| g | 4212 | |
| i | 4212 | |
| h | 3572 | |
| a | 3402 | |
| n | 3236 | |
| s | 2608 | |
| t | 1964 | 5.4% |
| l | 1790 | 4.9% |
| e | 1632 | 4.5% |
| Other values (8) | 5208 |
Common
| Value | Count | Frequency (%) |
| 3236 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 39628 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 4556 | |
| g | 4212 | |
| i | 4212 | |
| h | 3572 | |
| a | 3402 | |
| 3236 | ||
| n | 3236 | |
| s | 2608 | 6.6% |
| t | 1964 | 5.0% |
| l | 1790 | 4.5% |
| Other values (9) | 6840 |
family_hx_mm
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.2 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 1282 | |
| True | 901 |
image_type
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.1 KiB |
| dermoscopic | |
|---|---|
| clinical | 106 |
Length
| Max length | 11 |
|---|---|
| Median length | 11 |
| Mean length | 10.854329 |
| Min length | 8 |
Characters and Unicode
| Total characters | 23695 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | dermoscopic |
|---|---|
| 2nd row | clinical |
| 3rd row | dermoscopic |
| 4th row | dermoscopic |
| 5th row | clinical |
Common Values
| Value | Count | Frequency (%) |
| dermoscopic | 2077 | |
| clinical | 106 | 4.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| dermoscopic | 2077 | |
| clinical | 106 | 4.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| c | 4366 | |
| o | 4154 | |
| i | 2289 | |
| d | 2077 | |
| e | 2077 | |
| r | 2077 | |
| m | 2077 | |
| s | 2077 | |
| p | 2077 | |
| l | 212 | 0.9% |
| Other values (2) | 212 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 23695 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| c | 4366 | |
| o | 4154 | |
| i | 2289 | |
| d | 2077 | |
| e | 2077 | |
| r | 2077 | |
| m | 2077 | |
| s | 2077 | |
| p | 2077 | |
| l | 212 | 0.9% |
| Other values (2) | 212 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 23695 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| c | 4366 | |
| o | 4154 | |
| i | 2289 | |
| d | 2077 | |
| e | 2077 | |
| r | 2077 | |
| m | 2077 | |
| s | 2077 | |
| p | 2077 | |
| l | 212 | 0.9% |
| Other values (2) | 212 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 23695 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| c | 4366 | |
| o | 4154 | |
| i | 2289 | |
| d | 2077 | |
| e | 2077 | |
| r | 2077 | |
| m | 2077 | |
| s | 2077 | |
| p | 2077 | |
| l | 212 | 0.9% |
| Other values (2) | 212 | 0.9% |
lesion_id
Categorical
HIGH CARDINALITY  UNIFORM 
| Distinct | 2083 |
|---|---|
| Distinct (%) | 95.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.1 KiB |
| IL_6821221 | 6 |
|---|---|
| IL_2055980 | 4 |
| IL_7051641 | 4 |
| IL_8955295 | 3 |
| IL_6361168 | 2 |
| Other values (2078) |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 21830 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1992 ? |
|---|---|
| Unique (%) | 91.3% |
Sample
| 1st row | IL_3797557 |
|---|---|
| 2nd row | IL_3211111 |
| 3rd row | IL_3949403 |
| 4th row | IL_3211111 |
| 5th row | IL_6961144 |
Common Values
| Value | Count | Frequency (%) |
| IL_6821221 | 6 | 0.3% |
| IL_2055980 | 4 | 0.2% |
| IL_7051641 | 4 | 0.2% |
| IL_8955295 | 3 | 0.1% |
| IL_6361168 | 2 | 0.1% |
| IL_5870994 | 2 | 0.1% |
| IL_2147560 | 2 | 0.1% |
| IL_3440737 | 2 | 0.1% |
| IL_5806562 | 2 | 0.1% |
| IL_0729649 | 2 | 0.1% |
| Other values (2073) | 2154 |
Length
| Value | Count | Frequency (%) |
| il_6821221 | 6 | 0.3% |
| il_7051641 | 4 | 0.2% |
| il_2055980 | 4 | 0.2% |
| il_8955295 | 3 | 0.1% |
| il_3250161 | 2 | 0.1% |
| il_4757470 | 2 | 0.1% |
| il_7949381 | 2 | 0.1% |
| il_5502639 | 2 | 0.1% |
| il_9366956 | 2 | 0.1% |
| il_2965116 | 2 | 0.1% |
| Other values (2073) | 2154 |
Most occurring characters
| Value | Count | Frequency (%) |
| I | 2183 | |
| L | 2183 | |
| _ | 2183 | |
| 1 | 1589 | 7.3% |
| 3 | 1578 | 7.2% |
| 6 | 1574 | 7.2% |
| 0 | 1559 | 7.1% |
| 9 | 1528 | 7.0% |
| 7 | 1528 | 7.0% |
| 5 | 1507 | 6.9% |
| Other values (3) | 4418 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 15281 | |
| Uppercase Letter | 4366 | 20.0% |
| Connector Punctuation | 2183 | 10.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1589 | |
| 3 | 1578 | |
| 6 | 1574 | |
| 0 | 1559 | |
| 9 | 1528 | |
| 7 | 1528 | |
| 5 | 1507 | |
| 2 | 1504 | |
| 4 | 1483 | |
| 8 | 1431 |
Uppercase Letter
| Value | Count | Frequency (%) |
| I | 2183 | |
| L | 2183 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 2183 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 17464 | |
| Latin | 4366 | 20.0% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| _ | 2183 | |
| 1 | 1589 | |
| 3 | 1578 | |
| 6 | 1574 | |
| 0 | 1559 | |
| 9 | 1528 | |
| 7 | 1528 | |
| 5 | 1507 | |
| 2 | 1504 | |
| 4 | 1483 |
Latin
| Value | Count | Frequency (%) |
| I | 2183 | |
| L | 2183 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21830 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| I | 2183 | |
| L | 2183 | |
| _ | 2183 | |
| 1 | 1589 | 7.3% |
| 3 | 1578 | 7.2% |
| 6 | 1574 | 7.2% |
| 0 | 1559 | 7.1% |
| 9 | 1528 | 7.0% |
| 7 | 1528 | 7.0% |
| 5 | 1507 | 6.9% |
| Other values (3) | 4418 |
mel_class
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 2088 |
| Missing (%) | 95.6% |
| Memory size | 34.1 KiB |
| melanoma in situ | |
|---|---|
| invasive melanoma |
Length
| Max length | 17 |
|---|---|
| Median length | 16 |
| Mean length | 16.484211 |
| Min length | 16 |
Characters and Unicode
| Total characters | 1566 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | invasive melanoma |
|---|---|
| 2nd row | melanoma in situ |
| 3rd row | melanoma in situ |
| 4th row | melanoma in situ |
| 5th row | melanoma in situ |
Common Values
| Value | Count | Frequency (%) |
| melanoma in situ | 49 | 2.2% |
| invasive melanoma | 46 | 2.1% |
| (Missing) | 2088 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| melanoma | 95 | |
| in | 49 | |
| situ | 49 | |
| invasive | 46 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 236 | |
| m | 190 | |
| n | 190 | |
| i | 190 | |
| 144 | ||
| e | 141 | |
| l | 95 | |
| o | 95 | |
| s | 95 | |
| v | 92 | 5.9% |
| Other values (2) | 98 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1422 | |
| Space Separator | 144 | 9.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 236 | |
| m | 190 | |
| n | 190 | |
| i | 190 | |
| e | 141 | |
| l | 95 | |
| o | 95 | |
| s | 95 | |
| v | 92 | 6.5% |
| t | 49 | 3.4% |
Space Separator
| Value | Count | Frequency (%) |
| 144 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1422 | |
| Common | 144 | 9.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 236 | |
| m | 190 | |
| n | 190 | |
| i | 190 | |
| e | 141 | |
| l | 95 | |
| o | 95 | |
| s | 95 | |
| v | 92 | 6.5% |
| t | 49 | 3.4% |
Common
| Value | Count | Frequency (%) |
| 144 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1566 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 236 | |
| m | 190 | |
| n | 190 | |
| i | 190 | |
| 144 | ||
| e | 141 | |
| l | 95 | |
| o | 95 | |
| s | 95 | |
| v | 92 | 5.9% |
| Other values (2) | 98 |
mel_thick_mm
Real number (ℝ)
| Distinct | 11 |
|---|---|
| Distinct (%) | 23.9% |
| Missing | 2137 |
| Missing (%) | 97.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5576087 |
| Minimum | 0.2 |
|---|---|
| Maximum | 7.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.1 KiB |
Quantile statistics
| Minimum | 0.2 |
|---|---|
| 5-th percentile | 0.2 |
| Q1 | 0.3 |
| median | 0.4 |
| Q3 | 0.5 |
| 95-th percentile | 0.8 |
| Maximum | 7.3 |
| Range | 7.1 |
| Interquartile range (IQR) | 0.2 |
Descriptive statistics
| Standard deviation | 1.0333316 |
|---|---|
| Coefficient of variation (CV) | 1.8531483 |
| Kurtosis | 42.822126 |
| Mean | 0.5576087 |
| Median Absolute Deviation (MAD) | 0.1 |
| Skewness | 6.4439818 |
| Sum | 25.65 |
| Variance | 1.0677742 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.4 | 11 | 0.5% |
| 0.3 | 10 | 0.5% |
| 0.2 | 7 | 0.3% |
| 0.5 | 6 | 0.3% |
| 0.8 | 4 | 0.2% |
| 0.35 | 2 | 0.1% |
| 0.25 | 2 | 0.1% |
| 0.45 | 1 | < 0.1% |
| 1 | 1 | < 0.1% |
| 7.3 | 1 | < 0.1% |
| (Missing) | 2137 |
| Value | Count | Frequency (%) |
| 0.2 | 7 | |
| 0.25 | 2 | 0.1% |
| 0.3 | 10 | |
| 0.35 | 2 | 0.1% |
| 0.4 | 11 | |
| 0.45 | 1 | < 0.1% |
| 0.5 | 6 | |
| 0.7 | 1 | < 0.1% |
| 0.8 | 4 | 0.2% |
| 1 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7.3 | 1 | < 0.1% |
| 1 | 1 | < 0.1% |
| 0.8 | 4 | 0.2% |
| 0.7 | 1 | < 0.1% |
| 0.5 | 6 | |
| 0.45 | 1 | < 0.1% |
| 0.4 | 11 | |
| 0.35 | 2 | 0.1% |
| 0.3 | 10 | |
| 0.25 | 2 | 0.1% |
mel_type
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 2183 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 34.1 KiB |
mel_ulcer
Boolean
IMBALANCE  MISSING 
| Distinct | 2 |
|---|---|
| Distinct (%) | 5.0% |
| Missing | 2143 |
| Missing (%) | 98.2% |
| Memory size | 34.1 KiB |
| False | 39 |
|---|---|
| True | 1 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 39 | 1.8% |
| True | 1 | < 0.1% |
| (Missing) | 2143 |
melanocytic
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 1582 |
| Missing (%) | 72.5% |
| Memory size | 34.1 KiB |
| True | |
|---|---|
| False | 92 |
| (Missing) |
| Value | Count | Frequency (%) |
| True | 509 | 23.3% |
| False | 92 | 4.2% |
| (Missing) | 1582 |
nevus_type
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 50.0% |
| Missing | 2175 |
| Missing (%) | 99.6% |
| Memory size | 34.1 KiB |
| combined | |
|---|---|
| persistent/recurrent | |
| blue | |
| spitz |
Length
| Max length | 20 |
|---|---|
| Median length | 14 |
| Mean length | 10.125 |
| Min length | 4 |
Characters and Unicode
| Total characters | 81 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 25.0% |
Sample
| 1st row | blue |
|---|---|
| 2nd row | persistent/recurrent |
| 3rd row | combined |
| 4th row | combined |
| 5th row | persistent/recurrent |
Common Values
| Value | Count | Frequency (%) |
| combined | 4 | 0.2% |
| persistent/recurrent | 2 | 0.1% |
| blue | 1 | < 0.1% |
| spitz | 1 | < 0.1% |
| (Missing) | 2175 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| combined | 4 | |
| persistent/recurrent | 2 | |
| blue | 1 | 12.5% |
| spitz | 1 | 12.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 13 | |
| n | 8 | |
| r | 8 | |
| i | 7 | |
| t | 7 | |
| c | 6 | |
| b | 5 | 6.2% |
| s | 5 | 6.2% |
| o | 4 | 4.9% |
| m | 4 | 4.9% |
| Other values (6) | 14 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 79 | |
| Other Punctuation | 2 | 2.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 13 | |
| n | 8 | |
| r | 8 | |
| i | 7 | |
| t | 7 | |
| c | 6 | |
| b | 5 | 6.3% |
| s | 5 | 6.3% |
| o | 4 | 5.1% |
| m | 4 | 5.1% |
| Other values (5) | 12 |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 2 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 79 | |
| Common | 2 | 2.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 13 | |
| n | 8 | |
| r | 8 | |
| i | 7 | |
| t | 7 | |
| c | 6 | |
| b | 5 | 6.3% |
| s | 5 | 6.3% |
| o | 4 | 5.1% |
| m | 4 | 5.1% |
| Other values (5) | 12 |
Common
| Value | Count | Frequency (%) |
| / | 2 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 81 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 13 | |
| n | 8 | |
| r | 8 | |
| i | 7 | |
| t | 7 | |
| c | 6 | |
| b | 5 | 6.2% |
| s | 5 | 6.2% |
| o | 4 | 4.9% |
| m | 4 | 4.9% |
| Other values (6) | 14 |
patient_id
Categorical
| Distinct | 699 |
|---|---|
| Distinct (%) | 32.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.1 KiB |
| IP_1244021 | 74 |
|---|---|
| IP_3562983 | 71 |
| IP_7035571 | 63 |
| IP_6342052 | 62 |
| IP_8663649 | 61 |
| Other values (694) |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 21830 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 429 ? |
|---|---|
| Unique (%) | 19.7% |
Sample
| 1st row | IP_4906546 |
|---|---|
| 2nd row | IP_1218261 |
| 3rd row | IP_1770335 |
| 4th row | IP_1218261 |
| 5th row | IP_1218261 |
Common Values
| Value | Count | Frequency (%) |
| IP_1244021 | 74 | 3.4% |
| IP_3562983 | 71 | 3.3% |
| IP_7035571 | 63 | 2.9% |
| IP_6342052 | 62 | 2.8% |
| IP_8663649 | 61 | 2.8% |
| IP_4879325 | 58 | 2.7% |
| IP_5805281 | 57 | 2.6% |
| IP_2669703 | 52 | 2.4% |
| IP_8173459 | 45 | 2.1% |
| IP_0612651 | 42 | 1.9% |
| Other values (689) | 1598 |
Length
| Value | Count | Frequency (%) |
| ip_1244021 | 74 | 3.4% |
| ip_3562983 | 71 | 3.3% |
| ip_7035571 | 63 | 2.9% |
| ip_6342052 | 62 | 2.8% |
| ip_8663649 | 61 | 2.8% |
| ip_4879325 | 58 | 2.7% |
| ip_5805281 | 57 | 2.6% |
| ip_2669703 | 52 | 2.4% |
| ip_8173459 | 45 | 2.1% |
| ip_0612651 | 42 | 1.9% |
| Other values (689) | 1598 |
Most occurring characters
| Value | Count | Frequency (%) |
| I | 2183 | |
| P | 2183 | |
| _ | 2183 | |
| 2 | 1719 | |
| 8 | 1699 | |
| 3 | 1660 | |
| 6 | 1605 | 7.4% |
| 0 | 1571 | 7.2% |
| 5 | 1535 | 7.0% |
| 4 | 1428 | 6.5% |
| Other values (3) | 4064 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 15281 | |
| Uppercase Letter | 4366 | 20.0% |
| Connector Punctuation | 2183 | 10.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 1719 | |
| 8 | 1699 | |
| 3 | 1660 | |
| 6 | 1605 | |
| 0 | 1571 | |
| 5 | 1535 | |
| 4 | 1428 | |
| 7 | 1360 | |
| 1 | 1354 | |
| 9 | 1350 |
Uppercase Letter
| Value | Count | Frequency (%) |
| I | 2183 | |
| P | 2183 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 2183 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 17464 | |
| Latin | 4366 | 20.0% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| _ | 2183 | |
| 2 | 1719 | |
| 8 | 1699 | |
| 3 | 1660 | |
| 6 | 1605 | |
| 0 | 1571 | |
| 5 | 1535 | |
| 4 | 1428 | |
| 7 | 1360 | |
| 1 | 1354 |
Latin
| Value | Count | Frequency (%) |
| I | 2183 | |
| P | 2183 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21830 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| I | 2183 | |
| P | 2183 | |
| _ | 2183 | |
| 2 | 1719 | |
| 8 | 1699 | |
| 3 | 1660 | |
| 6 | 1605 | 7.4% |
| 0 | 1571 | 7.2% |
| 5 | 1535 | 7.0% |
| 4 | 1428 | 6.5% |
| Other values (3) | 4064 |
personal_hx_mm
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 19 |
| Missing (%) | 0.9% |
| Memory size | 34.1 KiB |
| True | |
|---|---|
| False | |
| (Missing) | 19 |
| Value | Count | Frequency (%) |
| True | 1189 | |
| False | 975 | |
| (Missing) | 19 | 0.9% |
pixels_x
Real number (ℝ)
| Distinct | 171 |
|---|---|
| Distinct (%) | 7.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3791.0962 |
| Minimum | 85 |
|---|---|
| Maximum | 7360 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.1 KiB |
Quantile statistics
| Minimum | 85 |
|---|---|
| 5-th percentile | 640 |
| Q1 | 1920 |
| median | 3264 |
| Q3 | 6000 |
| 95-th percentile | 6000 |
| Maximum | 7360 |
| Range | 7275 |
| Interquartile range (IQR) | 4080 |
Descriptive statistics
| Standard deviation | 1895.6691 |
|---|---|
| Coefficient of variation (CV) | 0.50003192 |
| Kurtosis | -1.3336401 |
| Mean | 3791.0962 |
| Median Absolute Deviation (MAD) | 1344 |
| Skewness | -0.057573239 |
| Sum | 8275963 |
| Variance | 3593561.4 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6000 | 821 | |
| 3264 | 605 | |
| 1920 | 325 | 14.9% |
| 640 | 112 | 5.1% |
| 3024 | 94 | 4.3% |
| 4032 | 42 | 1.9% |
| 768 | 7 | 0.3% |
| 960 | 5 | 0.2% |
| 1024 | 3 | 0.1% |
| 1951 | 2 | 0.1% |
| Other values (161) | 167 | 7.7% |
| Value | Count | Frequency (%) |
| 85 | 1 | |
| 166 | 1 | |
| 169 | 1 | |
| 170 | 1 | |
| 187 | 1 | |
| 190 | 1 | |
| 229 | 1 | |
| 239 | 1 | |
| 253 | 1 | |
| 257 | 1 |
| Value | Count | Frequency (%) |
| 7360 | 1 | < 0.1% |
| 6000 | 821 | |
| 4128 | 1 | < 0.1% |
| 4032 | 42 | 1.9% |
| 3333 | 1 | < 0.1% |
| 3264 | 605 | |
| 3252 | 1 | < 0.1% |
| 3194 | 1 | < 0.1% |
| 3024 | 94 | 4.3% |
| 3014 | 1 | < 0.1% |
pixels_y
Real number (ℝ)
| Distinct | 165 |
|---|---|
| Distinct (%) | 7.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2704.5703 |
| Minimum | 85 |
|---|---|
| Maximum | 4912 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.1 KiB |
Quantile statistics
| Minimum | 85 |
|---|---|
| 5-th percentile | 480 |
| Q1 | 1145 |
| median | 2448 |
| Q3 | 4000 |
| 95-th percentile | 4000 |
| Maximum | 4912 |
| Range | 4827 |
| Interquartile range (IQR) | 2855 |
Descriptive statistics
| Standard deviation | 1272.2997 |
|---|---|
| Coefficient of variation (CV) | 0.47042582 |
| Kurtosis | -1.2801842 |
| Mean | 2704.5703 |
| Median Absolute Deviation (MAD) | 1552 |
| Skewness | -0.37153401 |
| Sum | 5904077 |
| Variance | 1618746.5 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4000 | 821 | |
| 2448 | 605 | |
| 1080 | 325 | 14.9% |
| 480 | 113 | 5.2% |
| 4032 | 94 | 4.3% |
| 3024 | 41 | 1.9% |
| 1024 | 7 | 0.3% |
| 1280 | 6 | 0.3% |
| 838 | 3 | 0.1% |
| 768 | 3 | 0.1% |
| Other values (155) | 165 | 7.6% |
| Value | Count | Frequency (%) |
| 85 | 1 | |
| 150 | 1 | |
| 170 | 1 | |
| 180 | 1 | |
| 186 | 1 | |
| 199 | 1 | |
| 203 | 1 | |
| 214 | 1 | |
| 228 | 1 | |
| 232 | 1 |
| Value | Count | Frequency (%) |
| 4912 | 1 | < 0.1% |
| 4032 | 94 | 4.3% |
| 4000 | 821 | |
| 3694 | 1 | < 0.1% |
| 3598 | 1 | < 0.1% |
| 3402 | 1 | < 0.1% |
| 3247 | 1 | < 0.1% |
| 3215 | 1 | < 0.1% |
| 3195 | 1 | < 0.1% |
| 3121 | 1 | < 0.1% |
sex
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 34.1 KiB |
| female | |
|---|---|
| male |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.035747 |
| Min length | 4 |
Characters and Unicode
| Total characters | 10988 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | male |
|---|---|
| 2nd row | male |
| 3rd row | female |
| 4th row | male |
| 5th row | male |
Common Values
| Value | Count | Frequency (%) |
| female | 1130 | |
| male | 1052 | |
| (Missing) | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| female | 1130 | |
| male | 1052 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 3312 | |
| m | 2182 | |
| a | 2182 | |
| l | 2182 | |
| f | 1130 | 10.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 10988 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 3312 | |
| m | 2182 | |
| a | 2182 | |
| l | 2182 | |
| f | 1130 | 10.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 10988 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 3312 | |
| m | 2182 | |
| a | 2182 | |
| l | 2182 | |
| f | 1130 | 10.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10988 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 3312 | |
| m | 2182 | |
| a | 2182 | |
| l | 2182 | |
| f | 1130 | 10.3% |
mel_mitotic_index
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 2183 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 34.1 KiB |
| Unnamed: 0 | isic_id | attribution | copyright_license | acquisition_day | age_approx | anatom_site_general | benign_malignant | clin_size_long_diam_mm | dermoscopic_type | diagnosis | diagnosis_confirm_type | family_hx_mm | image_type | lesion_id | mel_class | mel_thick_mm | mel_type | mel_ulcer | melanocytic | nevus_type | patient_id | personal_hx_mm | pixels_x | pixels_y | sex | mel_mitotic_index | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | ISIC_3079785 | Hospital Italiano de Buenos Aires | CC-BY-NC | NaN | 45 | lower extremity | benign | NaN | contact polarized | nevus | histopathology | False | dermoscopic | IL_3797557 | NaN | NaN | NaN | NaN | NaN | NaN | IP_4906546 | False | 640 | 480 | male | NaN |
| 1 | 1 | ISIC_2107859 | Hospital Italiano de Buenos Aires | CC-BY-NC | NaN | 65 | head/neck | malignant | NaN | NaN | melanoma | histopathology | False | clinical | IL_3211111 | NaN | NaN | NaN | NaN | NaN | NaN | IP_1218261 | True | 1274 | 2620 | male | NaN |
| 2 | 2 | ISIC_3443621 | Hospital Italiano de Buenos Aires | CC-BY-NC | NaN | 85 | head/neck | benign | NaN | contact polarized | solar lentigo | histopathology | False | dermoscopic | IL_3949403 | NaN | NaN | NaN | NaN | NaN | NaN | IP_1770335 | False | 640 | 480 | female | NaN |
| 3 | 3 | ISIC_2368449 | Hospital Italiano de Buenos Aires | CC-BY-NC | NaN | 65 | head/neck | malignant | NaN | contact polarized | melanoma | histopathology | False | dermoscopic | IL_3211111 | NaN | NaN | NaN | NaN | NaN | NaN | IP_1218261 | True | 1488 | 3059 | male | NaN |
| 4 | 4 | ISIC_0094098 | Hospital Italiano de Buenos Aires | CC-BY-NC | NaN | 65 | posterior torso | malignant | NaN | NaN | melanoma | histopathology | False | clinical | IL_6961144 | NaN | NaN | NaN | NaN | NaN | NaN | IP_1218261 | True | 855 | 661 | male | NaN |
| 5 | 5 | ISIC_1452632 | Hospital Italiano de Buenos Aires | CC-BY-NC | NaN | 65 | posterior torso | malignant | NaN | contact polarized | melanoma | histopathology | False | dermoscopic | IL_6961144 | NaN | NaN | NaN | NaN | NaN | NaN | IP_1218261 | True | 4032 | 1960 | male | NaN |
| 6 | 6 | ISIC_9098311 | Hospital Italiano de Buenos Aires | CC-BY-NC | NaN | 65 | head/neck | malignant | NaN | NaN | melanoma | histopathology | False | clinical | IL_6841868 | NaN | NaN | NaN | NaN | NaN | NaN | IP_5804995 | True | 2358 | 2178 | male | NaN |
| 7 | 7 | ISIC_8786983 | Hospital Italiano de Buenos Aires | CC-BY-NC | NaN | 65 | head/neck | malignant | NaN | contact polarized | melanoma | histopathology | False | dermoscopic | IL_6841868 | NaN | NaN | NaN | NaN | NaN | NaN | IP_5804995 | True | 4032 | 3024 | male | NaN |
| 8 | 8 | ISIC_8793798 | Hospital Italiano de Buenos Aires | CC-BY-NC | NaN | 60 | NaN | malignant | NaN | NaN | melanoma | histopathology | False | clinical | IL_3601366 | NaN | NaN | NaN | NaN | NaN | NaN | IP_0240453 | True | 239 | 199 | female | NaN |
| 9 | 9 | ISIC_4326975 | Hospital Italiano de Buenos Aires | CC-BY-NC | NaN | 60 | NaN | malignant | NaN | contact polarized | melanoma | histopathology | False | dermoscopic | IL_3601366 | NaN | NaN | NaN | NaN | NaN | NaN | IP_0240453 | True | 435 | 441 | female | NaN |
| Unnamed: 0 | isic_id | attribution | copyright_license | acquisition_day | age_approx | anatom_site_general | benign_malignant | clin_size_long_diam_mm | dermoscopic_type | diagnosis | diagnosis_confirm_type | family_hx_mm | image_type | lesion_id | mel_class | mel_thick_mm | mel_type | mel_ulcer | melanocytic | nevus_type | patient_id | personal_hx_mm | pixels_x | pixels_y | sex | mel_mitotic_index | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 7299 | 891 | ISIC_0305800 | The University of Queensland Diamantina Institute, The University of Queensland, Dermatology Research Centre | CC-BY | 1.0 | 65 | posterior torso | benign | NaN | contact non-polarized | NaN | serial imaging showing no change | True | dermoscopic | IL_4972043 | NaN | NaN | NaN | NaN | NaN | NaN | IP_6342052 | True | 6000 | 4000 | male | NaN |
| 7300 | 892 | ISIC_3267312 | The University of Queensland Diamantina Institute, The University of Queensland, Dermatology Research Centre | CC-BY | 1.0 | 65 | posterior torso | benign | NaN | contact non-polarized | NaN | serial imaging showing no change | True | dermoscopic | IL_7204328 | NaN | NaN | NaN | NaN | NaN | NaN | IP_6342052 | True | 6000 | 4000 | male | NaN |
| 7301 | 893 | ISIC_4653049 | The University of Queensland Diamantina Institute, The University of Queensland, Dermatology Research Centre | CC-BY | 1.0 | 65 | posterior torso | benign | NaN | contact non-polarized | NaN | serial imaging showing no change | True | dermoscopic | IL_7210880 | NaN | NaN | NaN | NaN | NaN | NaN | IP_6342052 | True | 6000 | 4000 | male | NaN |
| 7302 | 894 | ISIC_6147463 | The University of Queensland Diamantina Institute, The University of Queensland, Dermatology Research Centre | CC-BY | 1.0 | 65 | posterior torso | benign | NaN | contact non-polarized | NaN | serial imaging showing no change | True | dermoscopic | IL_5525688 | NaN | NaN | NaN | NaN | NaN | NaN | IP_6342052 | True | 6000 | 4000 | male | NaN |
| 7303 | 895 | ISIC_0200204 | The University of Queensland Diamantina Institute, The University of Queensland, Dermatology Research Centre | CC-BY | 1.0 | 65 | posterior torso | benign | NaN | contact non-polarized | NaN | serial imaging showing no change | True | dermoscopic | IL_4061088 | NaN | NaN | NaN | NaN | NaN | NaN | IP_6342052 | True | 6000 | 4000 | male | NaN |
| 7304 | 896 | ISIC_9118358 | The University of Queensland Diamantina Institute, The University of Queensland, Dermatology Research Centre | CC-BY | 1.0 | 65 | posterior torso | benign | NaN | contact non-polarized | NaN | serial imaging showing no change | True | dermoscopic | IL_6954249 | NaN | NaN | NaN | NaN | NaN | NaN | IP_6342052 | True | 6000 | 4000 | male | NaN |
| 7305 | 897 | ISIC_5559905 | The University of Queensland Diamantina Institute, The University of Queensland, Dermatology Research Centre | CC-BY | 1.0 | 65 | posterior torso | benign | NaN | contact non-polarized | NaN | serial imaging showing no change | True | dermoscopic | IL_7811610 | NaN | NaN | NaN | NaN | NaN | NaN | IP_6342052 | True | 6000 | 4000 | male | NaN |
| 7306 | 898 | ISIC_3991186 | The University of Queensland Diamantina Institute, The University of Queensland, Dermatology Research Centre | CC-BY | 1.0 | 65 | posterior torso | benign | NaN | contact non-polarized | NaN | serial imaging showing no change | True | dermoscopic | IL_9331932 | NaN | NaN | NaN | NaN | NaN | NaN | IP_6342052 | True | 6000 | 4000 | male | NaN |
| 7307 | 899 | ISIC_0140339 | The University of Queensland Diamantina Institute, The University of Queensland, Dermatology Research Centre | CC-BY | 1.0 | 65 | posterior torso | benign | NaN | contact non-polarized | NaN | serial imaging showing no change | True | dermoscopic | IL_9981043 | NaN | NaN | NaN | NaN | NaN | NaN | IP_6342052 | True | 6000 | 4000 | male | NaN |
| 7308 | 900 | ISIC_7150048 | The University of Queensland Diamantina Institute, The University of Queensland, Dermatology Research Centre | CC-BY | 1.0 | 65 | posterior torso | benign | NaN | contact non-polarized | NaN | serial imaging showing no change | True | dermoscopic | IL_7878829 | NaN | NaN | NaN | NaN | NaN | NaN | IP_6342052 | True | 6000 | 4000 | male | NaN |